{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8940a26c",
   "metadata": {},
   "source": [
    "##  实验三   支持向量机\n",
    "### 第1题  肺癌数据预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c5a25a2b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(569, 30)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>SVC(C=10, gamma=0.0001)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">SVC</label><div class=\"sk-toggleable__content\"><pre>SVC(C=10, gamma=0.0001)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "SVC(C=10, gamma=0.0001)"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.svm import SVC\n",
    "from sklearn.datasets import load_breast_cancer\n",
    "from sklearn.model_selection import train_test_split\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import ListedColormap\n",
    "\n",
    "# 导入肺癌数据集\n",
    "data = load_breast_cancer()\n",
    "X = data['data']\n",
    "y = data['target']\n",
    "print(X.shape)\n",
    "    \n",
    "x_train, x_test, y_train, y_test = train_test_split(X, y, test_size=0.3)\n",
    "\n",
    "# 建立支持向量机模型\n",
    "clf1 = SVC(kernel='linear')    #线性核函数\n",
    "clf2 = SVC(kernel='rbf', C=10, gamma=0.0001) #采用高斯核函数\n",
    "clf1.fit(x_train, y_train)\n",
    "clf2.fit(x_train, y_train)\n",
    "\n",
    "# 输出两种支持向量机模型的精度。此处填入你的代码。（1）\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9e826fd4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of linear kernel: 95.32%\n",
      "Accuracy of RBF kernel: 94.74%\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# 对线性核函数模型进行预测并计算准确率\n",
    "y_pred_linear = clf1.predict(x_test)\n",
    "accuracy_linear = accuracy_score(y_test, y_pred_linear)\n",
    "print(\"Accuracy of linear kernel: {:.2f}%\".format(accuracy_linear * 100))\n",
    "\n",
    "# 对高斯核函数模型进行预测并计算准确率\n",
    "y_pred_rbf = clf2.predict(x_test)\n",
    "accuracy_rbf = accuracy_score(y_test, y_pred_rbf)\n",
    "print(\"Accuracy of RBF kernel: {:.2f}%\".format(accuracy_rbf * 100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ea94ee76-cd92-437b-a2b6-265630567b8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 导入numpy模块\n",
    "import numpy as np\n",
    "\n",
    "# 定义一个函数，用于绘制支持向量机的决策边界\n",
    "def plot_svm_decision_boundary(clf, X, y, title):\n",
    "  # 获取数据集的最小值和最大值\n",
    "  x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
    "  y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
    "  # 生成网格点\n",
    "  xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.02),\n",
    "                       np.arange(y_min, y_max, 0.02))\n",
    "  # 预测网格点的类别\n",
    "  Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "  # 将预测结果reshape为网格的形状\n",
    "  Z = Z.reshape(xx.shape)\n",
    "  # 定义颜色映射\n",
    "  cmap_light = ListedColormap(['#FFAAAA', '#AAFFAA'])\n",
    "  cmap_bold = ListedColormap(['#FF0000', '#00FF00'])\n",
    "  # 绘制背景颜色\n",
    "  plt.pcolormesh(xx, yy, Z, cmap=cmap_light)\n",
    "  # 绘制数据点\n",
    "  plt.scatter(X[:, 0], X[:, 1], c=y, cmap=cmap_bold)\n",
    "  # 绘制支持向量\n",
    "  plt.scatter(clf.support_vectors_[:,0], clf.support_vectors_[:,1], s=100,\n",
    "              facecolors='none', edgecolors='k')\n",
    "  # 设置标题和坐标轴标签\n",
    "  plt.title(title)\n",
    "  plt.xlabel('Feature 1')\n",
    "  plt.ylabel('Feature 2')\n",
    "  \n",
    "# 只选择数据集中的前两个特征，方便可视化\n",
    "X2 = X[:, :2]\n",
    "\n",
    "# 建立两种支持向量机模型，使用前两个特征\n",
    "clf3 = SVC(kernel='linear')\n",
    "clf4 = SVC(kernel='rbf', C=10, gamma=0.0001)\n",
    "clf3.fit(X2, y)\n",
    "clf4.fit(X2, y)\n",
    "\n",
    "# 绘制两种支持向量机模型的决策边界\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.subplot(121)\n",
    "plot_svm_decision_boundary(clf3, X2, y, 'Linear SVM')\n",
    "plt.subplot(122)\n",
    "plot_svm_decision_boundary(clf4, X2, y, 'RBF SVM')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:pytorch]",
   "language": "python",
   "name": "conda-env-pytorch-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
